Semi-supervised Active Learning for Video Action Detection

1 code implementation • 12 Dec 2023 • Ayush Singh, Aayush J Rana, Akash Kumar, Shruti Vyas, Yogesh Singh Rawat

First, we demonstrate its effectiveness on video action detection where the proposed approach outperforms prior works in semi-supervised and weakly-supervised learning along with several baseline approaches in both UCF101-24 and JHMDB-21.

Action Detection Active Learning +6

LARNet: Latent Action Representation for Human Action Synthesis

1 code implementation • 21 Oct 2021 • Naman Biyani, Aayush J Rana, Shruti Vyas, Yogesh S Rawat

We present LARNet, a novel end-to-end approach for generating human action videos.

TinyAction Challenge: Recognizing Real-world Low-resolution Activities in Videos

1 code implementation • 24 Jul 2021 • Praveen Tirupattur, Aayush J Rana, Tushar Sangam, Shruti Vyas, Yogesh S Rawat, Mubarak Shah

While various approaches have been shown effective for recognition task in recent works, they often do not deal with videos of lower resolution where the action is happening in a tiny region.

Action Recognition

We don't Need Thousand Proposals$\colon$ Single Shot Actor-Action Detection in Videos

1 code implementation • 22 Nov 2020 • Aayush J Rana, Yogesh S Rawat

We propose SSA2D, a simple yet effective end-to-end deep network for actor-action detection in videos.

Action Detection